{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Medical image segmentation with point-based prompts (Inference; Experimental Functionality)\n",
    "\n",
    "In this tutorial, we will show how to use point prompts for medical image segmentation. We also used the [MICCAI FLARE 2022](https://zenodo.org/record/7860267) dataset as an example.\n",
    "Assume that you have trained the model following the [training pipeline](https://github.com/bowang-lab/MedSAM/tree/main/extensions/point_prompt). If not, you can use this [checkpoint](https://drive.google.com/file/d/1gAhsHwE-MIs0OuGAe6dcJugxvz6fdWFq/view?usp=sharing). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install git+https://github.com/bowang-lab/MedSAM.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "from segment_anything import sam_model_registry\n",
    "from os.path import join, isfile, basename\n",
    "from os import getcwd\n",
    "from matplotlib import pyplot as plt\n",
    "from ipywidgets import interact, widgets\n",
    "from torch.nn import functional as F\n",
    "import cv2\n",
    "import torch\n",
    "import numpy as np\n",
    "import gc\n",
    "import SimpleITK as sitk\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define point prompt inference pipeline and GUI\n",
    "\n",
    "The whole inference pipeline is the same as the bounding box-based version. The only difference is that the prompt encoder will accept point inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "class PointPromptDemo:\n",
    "    def __init__(self, model):\n",
    "        self.model = model\n",
    "        self.model.eval()\n",
    "        self.image = None\n",
    "        self.image_embeddings = None\n",
    "        self.img_size = None\n",
    "        \n",
    "\n",
    "    def show_mask(self, mask, ax, random_color=False, alpha=0.95):\n",
    "        if random_color:\n",
    "            color = np.concatenate([np.random.random(3), np.array([alpha])], axis=0)\n",
    "        else:\n",
    "            color = np.array([251/255, 252/255, 30/255, alpha])\n",
    "        h, w = mask.shape[-2:]\n",
    "        mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1)\n",
    "        ax.imshow(mask_image)\n",
    "\n",
    "    @torch.no_grad()\n",
    "    def infer(self, x, y):\n",
    "        coords_1024 = np.array([[[\n",
    "            x * 1024 / self.img_size[1],\n",
    "            y * 1024 / self.img_size[0]\n",
    "        ]]])\n",
    "        coords_torch = torch.tensor(coords_1024, dtype=torch.float32).to(self.model.device)\n",
    "        labels_torch = torch.tensor([[1]], dtype=torch.long).to(self.model.device)\n",
    "        point_prompt = (coords_torch, labels_torch)\n",
    "\n",
    "        sparse_embeddings, dense_embeddings = self.model.prompt_encoder(\n",
    "            points = point_prompt,\n",
    "            boxes = None,\n",
    "            masks = None,\n",
    "        )\n",
    "        low_res_logits, _ = self.model.mask_decoder(\n",
    "            image_embeddings=self.image_embeddings, # (B, 256, 64, 64)\n",
    "            image_pe=self.model.prompt_encoder.get_dense_pe(), # (1, 256, 64, 64)\n",
    "            sparse_prompt_embeddings=sparse_embeddings, # (B, 2, 256)\n",
    "            dense_prompt_embeddings=dense_embeddings, # (B, 256, 64, 64)\n",
    "            multimask_output=False,\n",
    "        )\n",
    "\n",
    "        low_res_probs = torch.sigmoid(low_res_logits)  # (1, 1, 256, 256)\n",
    "        low_res_pred = F.interpolate(\n",
    "            low_res_probs,\n",
    "            size = self.img_size,\n",
    "            mode = 'bilinear',\n",
    "            align_corners = False\n",
    "        )\n",
    "        low_res_pred = low_res_pred.detach().cpu().numpy().squeeze()\n",
    "\n",
    "        seg = np.uint8(low_res_pred > 0.5)\n",
    "\n",
    "        return seg\n",
    "\n",
    "    def show(self, fig_size=5, alpha=0.95, scatter_size=10):\n",
    "\n",
    "        assert self.image is not None, \"Please set image first.\"\n",
    "        seg = None\n",
    "        fig, ax = plt.subplots(1, 1, figsize=(fig_size, fig_size))\n",
    "        fig.canvas.header_visible = False\n",
    "        fig.canvas.footer_visible = False\n",
    "        fig.canvas.toolbar_visible = False\n",
    "        fig.canvas.resizable = False\n",
    "\n",
    "        plt.tight_layout()\n",
    "\n",
    "        ax.imshow(self.image)\n",
    "        ax.axis('off')\n",
    "\n",
    "        def onclick(event):\n",
    "            if event.inaxes == ax:\n",
    "                x, y = float(event.xdata), float(event.ydata)\n",
    "                with torch.no_grad():\n",
    "                    ## rescale x, y from canvas size to 1024 x 1024\n",
    "                    seg = self.infer(x, y)\n",
    "\n",
    "                ax.clear()\n",
    "                ax.imshow(self.image)\n",
    "                ax.axis('off')\n",
    "                ax.scatter(x, y, c='r', s=scatter_size)\n",
    "                self.show_mask(seg, ax, random_color=False, alpha=alpha)\n",
    "\n",
    "                gc.collect()\n",
    "\n",
    "        fig.canvas.mpl_connect('button_press_event', onclick)\n",
    "        plt.show()\n",
    "\n",
    "        save_button = widgets.Button(description=\"save\")\n",
    "        def __on_save_button_clicked(b):\n",
    "            plt.savefig(\"seg_result.png\", bbox_inches='tight', pad_inches=0)\n",
    "            if seg is not None:\n",
    "                cv2.imwrite(\"seg.png\", seg)\n",
    "                print(f\"Segmentation result saved to {getcwd()}\")\n",
    "\n",
    "        display(save_button)\n",
    "        save_button.on_click(__on_save_button_clicked)\n",
    "\n",
    "    def set_image(self, image):\n",
    "        self.img_size = image.shape[:2]\n",
    "        if len(image.shape) == 2:\n",
    "            image = np.repeat(image[:,:,None], 3, -1)\n",
    "        self.image = image\n",
    "        image_preprocess = self.preprocess_image(self.image)\n",
    "        with torch.no_grad():\n",
    "            self.image_embeddings = self.model.image_encoder(image_preprocess)\n",
    "        \n",
    "    def preprocess_image(self, image):\n",
    "        img_resize = cv2.resize(\n",
    "            image,\n",
    "            (1024, 1024),\n",
    "            interpolation=cv2.INTER_CUBIC\n",
    "        )\n",
    "        # Resizing\n",
    "        img_resize = (img_resize - img_resize.min()) / np.clip(img_resize.max() - img_resize.min(), a_min=1e-8, a_max=None) # normalize to [0, 1], (H, W, 3\n",
    "        # convert the shape to (3, H, W)\n",
    "        assert np.max(img_resize)<=1.0 and np.min(img_resize)>=0.0, 'image should be normalized to [0, 1]'\n",
    "        img_tensor = torch.tensor(img_resize).float().permute(2, 0, 1).unsqueeze(0).to(self.model.device)\n",
    "\n",
    "        return img_tensor\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load pre-trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "medsam_ckpt_path = \"medsam_point_prompt_flare22.pth\"\n",
    "device = \"cuda:0\"\n",
    "medsam_model = sam_model_registry['vit_b'](checkpoint=medsam_ckpt_path)\n",
    "medsam_model = medsam_model.to(device)\n",
    "medsam_model.eval()\n",
    "point_prompt_demo = PointPromptDemo(medsam_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data and run inference\n",
    "\n",
    "This point prompt-based segmentation model was trained on FALRE22 dataset. So it can only segment these 13 organs: liver, right kidney, spleen, pancreas, aorta, inferior vena cava, right adrenal gland, left adrenal gland, gallbladder, esophagus, stomach, duodenum, and left kidney. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "model_id": "c785ef0d25384bcb927a886fb456c8c7",
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      },
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'middle slice:46')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load demo nii data\n",
    "demo_file_nii = \"../../data/FLARE22Train/images/FLARE22_Tr_0046_0000.nii.gz\"\n",
    "file_sitk = sitk.ReadImage(demo_file_nii)\n",
    "image_data = sitk.GetArrayFromImage(file_sitk)\n",
    "# adjust window width and level\n",
    "lower_bound = -240.0\n",
    "upper_bound = 160.0\n",
    "image_data_pre = np.clip(image_data, lower_bound, upper_bound)\n",
    "# normalize to [0, 255]\n",
    "image_data_pre = (image_data_pre - np.min(image_data_pre))/(np.max(image_data_pre)-np.min(image_data_pre))*255.0\n",
    "image_data_pre = np.uint8(image_data_pre)\n",
    "# select middle slice; you can also manually select the slice that you want to test\n",
    "image_slice_id = int(image_data_pre.shape[0]/2)\n",
    "image_slice = image_data_pre[image_slice_id]\n",
    "# show the image to check whether it contains abdominal organs\n",
    "plt.imshow(np.rot90(image_slice, 2), cmap='gray')\n",
    "plt.show()\n",
    "plt.title('middle slice:'+str(image_slice_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e609293de2414af58ca4dc4defde152f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(footer_visible=False, header_visible=False, resizable=False, toolbar=Toolbar(toolitems=[('Home', 'Reset…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "029e792b4fa644f59e1f2fcf9d006730",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Button(description='save', style=ButtonStyle())"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "point_prompt_demo.set_image(np.rot90(image_slice,2))\n",
    "point_prompt_demo.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Closing remarks\n",
    "\n",
    "This is still an experimental function at present. There is a large room for further improvements, such as incorporating background points for interactive error corrections. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
